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Lang-Xuan Deng

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#artificial intelligence Preprint Sep 2026

Fail Loudly: An Auditable Runtime for Agentic Data Analysis

Large language models (LLMs) have enabled data-science agents to automate multi-step analyses over heterogeneous files. However, incorrect choices regarding data sources, scope, or statistical definitions often lead to silent errors: computations execute successfully but produce plausible yet incorrect outputs that fai...

Han-Xu Yan, Lang-Xuan Deng, Zheng-Le Wang et al. · 0 citations

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